aspg-3-2344-1791417369 20261007235609 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Fusion: Practice and Applications FPA 2770-0070 2692-4048 2024 14 1 Fabricio Lozada Torres Universidad Regional Autónoma de los Andes (UNIANDES), Ecuador Sharon Álvarez Gómez Universidad Regional Autónoma de los Andes (UNIANDES), Ecuador Diego Palma Rivero Universidad Regional Autónoma de los Andes (UNIANDES), Ecuador Christian F. Tantaleán Odar Universidad Nacional Mayor de San Marcos, Peru Sayfuddinov Shukhrat TSUE Marketing department, Uzbekistan This research focuses on the identification of passengers, in dimensions using information fusion as a tool. We recognize the challenges involved in identifying individuals who have been transferred to alternate dimensions and in this study we make use of CatBoost, an open source machine learning algorithm to address this problem. Our approach includes a preprocessing strategy that involves filling in missing values using techniques like priori distribution terms, which helps ensure the reliability of our dataset. By leveraging CatBoosts ability to handle variables and prevent overfitting we achieve results in accurately predicting passenger movement across dimensions. Our analysis highlights CatBoosts effectiveness in identifying patterns within data leading to more precise predictions for interdimensional passenger transportation. Additionally we incorporate techniques, like Greedy TS augmentation to enhance the adaptability of the algorithm and improve precision while reducing bias in modeling. Proof-of-concept experiments demonstrate that the proposed fusion system not only advances predictive modeling in niche domains but also paves the way for broader applications of machine learning in deciphering complex phenomena beyond traditional realms, marking a significant stride in understanding and addressing unconventional challenges. 2024 252 262 2344 https://creativecommons.org/licenses/by/4.0/ 10.54216/FPA.140118 https://www.americaspg.com/journal/3/article/2344 https://www.americaspg.com/storage/01703614346.pdf